Discover ZhangXiao96/EEGAdversary Open Source project

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Python
Created over 5 years ago
Updated over 1 year ago

ZhangXiao96

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This is a toolbox to construct adversarial examples of EEG signals. The traditional EEG extraction methods and classifiers are re-implemented in Tensorflow.

Speller-Attacks

This project attacked widely-used EEG spellers, e.g., P300 spellers and SSVEP spellers, with adversarial perturbation templates. We constructed these templates to perform target attacks on EEG spellers, demonstrating that the spellers can be manipulated to output anything the attacker wants when added the templates.

Python

KerasAdversary

This project is aimed to provide a simple interface to attack the models built with Keras. It can be very simple to craft adversarial examples with different attacking methods using our API.

Python

Lottery-Ticket-Hypothesis-for-DNNs

This repo aims to provide an easy-to-use interface for searching the lottery ticket of a DNN structure.

Python

LFP-Analyze

This project is mainly about Local Field Potential (LFP).

MATLAB

ZhangXiao96.github.io

https://zhangxiao96.github.io/

HTML

OptimizationVariance

This repository is the official implementation of "Optimization Variance: Delve into the Epoch-Wise Double Descent of DNNs"

Python

SymmetricAdversarialExamples

Python

CNNZoo4CIFAR

This is a collection of CNNs trained on CIFAR10, e.g. DenseNet, VGG16, ResNet...

Python

Deep-Double-Descent

Python

RethinkSpectralBias

This repository is the official implementation of "Rethink the Connections among Generalization, Memorization and Spectral Bias" https://arxiv.org/abs/2004.13954.

Python

RecommenderSystems4Python

This is a respository which implements several recomender systems in Python.

Python

ZhangXiao96/EEGAdversary

ZhangXiao96

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